{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OpenCV-Python-Tutorial-中文版\n",
    "\n",
    "20 图像金字塔\n",
    "\n",
    "20.2 图像融合\n",
    "\n",
    "步骤：\n",
    "\n",
    "1.读入两幅图像，苹果和橘子（要保证输入图片的大小size一样，可用resize(）函数）\n",
    "\n",
    "2.构建苹果和橘子的高斯金字塔（6层）\n",
    "\n",
    "3.根据高斯金字塔计算拉普拉斯金字塔\n",
    "\n",
    "4.在拉普拉斯的每一层进行图像融合（苹果的左边与右边融合）\n",
    "\n",
    "5.根据融合后的图像金字塔重建原始图像"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "会出现错误，修改：\n",
    "\n",
    "https://stackoverflow.com/questions/32970397/opencv-errorsizes-of-input-arguments-do-not-match/32970947"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A size\n",
      "(19, 19)\n",
      "A size\n",
      "(38, 38)\n",
      "A size\n",
      "(75, 75)\n",
      "A size\n",
      "(150, 150)\n",
      "A size\n",
      "(300, 300)\n",
      "B size\n",
      "(19, 19)\n",
      "B size\n",
      "(38, 38)\n",
      "B size\n",
      "(75, 75)\n",
      "B size\n",
      "(150, 150)\n",
      "B size\n",
      "(300, 300)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPgAAAD8CAYAAABaQGkdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAACYpJREFUeJzt3U2IXYUdhvH3dRJNjGmTYkolExoXYglCFYYgZBcQ4ge6KijoSsimQgRBdGl33YgbN0HFgqIIuhCxSMCICFYdNYoxWoLYGpGO1mq+PybzdjGzSK3JPTdzzpw5f54fDMwdLyevwzxz7r0znHESAajpkr4HAOgOgQOFEThQGIEDhRE4UBiBA4UROFAYgQOFEThQ2IouDrpm7eqs37C2i0O37+xc3wvGMuFh7V2xwn1PaGw2E31PaOzf3x7R0cMnRn5yOwl8/Ya1uu9Pf+ji0K3z8RN9TxjL+kuGtXfdr4YTzXcZyElJ0p8ffLHR/XiIDhRG4EBhBA4URuBAYQQOFEbgQGEEDhRG4EBhBA4URuBAYQQOFEbgQGEEDhRG4EBhBA4URuBAYY0Ct73D9ue2D9p+qOtRANoxMnDbE5Iel3SzpC2S7rK9pethABavyRl8q6SDSb5IclrS85Lu6HYWgDY0CXyjpK/OuX1o4WMAlrnWXmSzvdP2tO3pY4eHdWFAoKomgX8tadM5tycXPvY/kuxOMpVkas0vVre1D8AiNAn8PUnX2L7a9qWS7pT0crezALRh5HXRk8zavk/Sa5ImJD2VZH/nywAsWqM/fJDkVUmvdrwFQMv4TTagMAIHCiNwoDACBwojcKAwAgcKI3CgMAIHCiNwoDACBwojcKAwAgcKI3CgMAIHCiNwoDACBwojcKCwRld0GdfZM3M6/N3JLg7dunx/rO8JY/n1miN9TxjL5vUD+vzOru97QWMrdLrR/TiDA4UROFAYgQOFEThQGIEDhRE4UBiBA4UROFAYgQOFEThQGIEDhRE4UBiBA4UROFAYgQOFEThQGIEDhY0M3PZTtmdsf7IUgwC0p8kZ/GlJOzreAaADIwNP8qak75dgC4CW8RwcKKy1wG3vtD1te/r4sWFcURWorrXAk+xOMpVk6vI1q9o6LIBF4CE6UFiTH5M9J+ltSdfaPmT73u5nAWjDyL9skuSupRgCoH08RAcKI3CgMAIHCiNwoDACBwojcKAwAgcKI3CgMAIHCiNwoDACBwojcKAwAgcKI3CgMAIHCiNwoLCRF3y4GGdOzembvx/u4tDt+/FY3wvGcs3Go31PGMtvfvevvic0Njv3n74nNLZSpxvdjzM4UBiBA4UROFAYgQOFEThQGIEDhRE4UBiBA4UROFAYgQOFEThQGIEDhRE4UBiBA4UROFAYgQOFEThQ2MjAbW+yvdf2p7b32961FMMALF6TSzbNSnogyQe210p63/aeJJ92vA3AIo08gyf5JskHC+8fkXRA0sauhwFYvLGeg9veLOkGSe90MQZAuxoHbvsKSS9Kuj/J/10y1fZO29O2p0+eONXmRgAXqVHgtldqPu5nk7z0c/dJsjvJVJKpVasva3MjgIvU5FV0S3pS0oEkj3Y/CUBbmpzBt0m6R9J22/sW3m7peBeAFoz8MVmStyR5CbYAaBm/yQYURuBAYQQOFEbgQGEEDhRG4EBhBA4URuBAYQQOFEbgQGEEDhRG4EBhBA4URuBAYQQOFEbgQGEEDhTW5A8fjO/snHJ0GFdWvWR2ru8JY8nssC6uc+bHib4nNHb4hzN9T2hs7kwa3Y8zOFAYgQOFEThQGIEDhRE4UBiBA4UROFAYgQOFEThQGIEDhRE4UBiBA4UROFAYgQOFEThQGIEDhRE4UNjIwG2vsv2u7Y9s77f9yFIMA7B4TS7ZdErS9iRHba+U9Jbtvyb5W8fbACzSyMCTRNLRhZsrF96aXRAKQK8aPQe3PWF7n6QZSXuSvNPtLABtaBR4krNJrpc0KWmr7et+eh/bO21P254+eep02zsBXISxXkVP8oOkvZJ2/Mx/251kKsnUqssubWsfgEVo8ir6BtvrFt5fLekmSZ91PQzA4jV5Ff0qSX+xPaH5bwgvJHml21kA2tDkVfSPJd2wBFsAtIzfZAMKI3CgMAIHCiNwoDACBwojcKAwAgcKI3CgMAIHCiNwoDACBwojcKAwAgcKI3CgMAIHCiNwoLAmV3QZ/6Ar5nTlumNdHLp1x48M6wrQM8eG9T35i3/+su8JjX0+M5zP7clTXzW633D+jwCMjcCBwggcKIzAgcIIHCiMwIHCCBwojMCBwggcKIzAgcIIHCiMwIHCCBwojMCBwggcKIzAgcIIHCisceC2J2x/aPuVLgcBaM84Z/Bdkg50NQRA+xoFbntS0q2Snuh2DoA2NT2DPybpQUlzHW4B0LKRgdu+TdJMkvdH3G+n7Wnb08dPnG5tIICL1+QMvk3S7ba/lPS8pO22n/npnZLsTjKVZOry1Ze2PBPAxRgZeJKHk0wm2SzpTkmvJ7m782UAFo2fgwOFjfWXTZK8IemNTpYAaB1ncKAwAgcKI3CgMAIHCiNwoDACBwojcKAwAgcKI3CgMAIHCiNwoDACBwojcKAwAgcKI3CgMAIHCiNwoDAnaf+g9reS/tHyYa+U9F3Lx+zSkPYOaas0rL1dbf1tkg2j7tRJ4F2wPZ1kqu8dTQ1p75C2SsPa2/dWHqIDhRE4UNiQAt/d94AxDWnvkLZKw9rb69bBPAcHML4hncEBjGkQgdveYftz2wdtP9T3ngux/ZTtGduf9L1lFNubbO+1/ant/bZ39b3pfGyvsv2u7Y8Wtj7S96YmbE/Y/tD2K338+8s+cNsTkh6XdLOkLZLusr2l31UX9LSkHX2PaGhW0gNJtki6UdIfl/Hn9pSk7Ul+L+l6STts39jzpiZ2STrQ1z++7AOXtFXSwSRfJDmt+b9wekfPm84ryZuSvu97RxNJvknywcL7RzT/hbix31U/L/OOLtxcufC2rF9Asj0p6VZJT/S1YQiBb5T01Tm3D2mZfhEOme3Nkm6Q9E6/S85v4eHuPkkzkvYkWbZbFzwm6UFJc30NGELg6JjtKyS9KOn+JIf73nM+Sc4muV7SpKSttq/re9P52L5N0kyS9/vcMYTAv5a06ZzbkwsfQwtsr9R83M8meanvPU0k+UHSXi3v1zq2Sbrd9peaf1q53fYzSz1iCIG/J+ka21fbvlTSnZJe7nlTCbYt6UlJB5I82veeC7G9wfa6hfdXS7pJ0mf9rjq/JA8nmUyyWfNfs68nuXupdyz7wJPMSrpP0muafxHohST7+111frafk/S2pGttH7J9b9+bLmCbpHs0f3bZt/B2S9+jzuMqSXttf6z5b/p7kvTyo6ch4TfZgMKW/RkcwMUjcKAwAgcKI3CgMAIHCiNwoDACBwojcKCw/wL6ahZCWgOV5QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import  cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#1.读入两幅图像\n",
    "A = cv2.imread('image/apple.jpg')\n",
    "b,g,r = cv2.split(A)\n",
    "A1 = cv2.merge([r,g,b])\n",
    "\n",
    "B = cv2.imread('image/orange.jpg')\n",
    "b,g,r = cv2.split(B)\n",
    "B1 = cv2.merge([r,g,b])\n",
    "\n",
    "#缩放到同一个尺寸\n",
    "A=cv2.resize(A1,(300,300),interpolation=cv2.INTER_CUBIC)\n",
    "B=cv2.resize(B1,(300,300),interpolation=cv2.INTER_CUBIC)\n",
    "\n",
    "#2.构建苹果的高斯金字塔（6层）\n",
    "#2 generate Gaussian pyramid for A\n",
    "G = A.copy()\n",
    "#print(G)\n",
    "gpA = [G]\n",
    "#print(gpA)\n",
    "for i in xrange(6):\n",
    "    #G = cv2.pyrDown(G) #error!!!\n",
    "    #你必须把它应用在最后一个向下采样的图像上\n",
    "    G = cv2.pyrDown(gpA[i])\n",
    "    gpA.append(G)\n",
    "\n",
    "#generate Gaussian pyramid for B \n",
    "G = B.copy()\n",
    "gpB = [G]\n",
    "for i in xrange(6):\n",
    "    #G = cv2.pyrDown(G)\n",
    "    G = cv2.pyrDown(gpB[i])\n",
    "    gpB.append(G)\n",
    "    \n",
    "#3. 根据高斯金字塔计算拉普拉斯金字塔    \n",
    "# 3 generate Laplacian Pyramid for A\n",
    "'''\n",
    "lpA = [gpA[5]]\n",
    "for i in xrange(5,0,-1):\n",
    "    GE = cv2.pyrUp(gpA[i])\n",
    "    L = cv2.subtract(gpA[i-1],GE)\n",
    "    lpA.append(L)\n",
    "'''    \n",
    "lpA = [gpA[5]]\n",
    "for i in xrange(5,0,-1):\n",
    "    size = (gpA[i-1].shape[1], gpA[i-1].shape[0])\n",
    "    print('A size')\n",
    "    print(size)\n",
    "    GE = cv2.pyrUp(gpA[i], dstsize = size)\n",
    "    L = cv2.subtract(gpA[i-1],GE)\n",
    "    lpA.append(L)    \n",
    "    \n",
    "    \n",
    "# generate Laplacian Pyramid for B\n",
    "'''\n",
    "lpB = [gpB[5]]\n",
    "for i in xrange(5,0,-1):\n",
    "    GE = cv2.pyrUp(gpB[i])\n",
    "    L = cv2.subtract(gpB[i-1],GE)\n",
    "    lpB.append(L)\n",
    "'''\n",
    "lpB = [gpB[5]]\n",
    "for i in xrange(5,0,-1):\n",
    "    size = (gpB[i-1].shape[1], gpB[i-1].shape[0])\n",
    "    print('B size')\n",
    "    print(size)\n",
    "    GE = cv2.pyrUp(gpB[i], dstsize = size)\n",
    "    L =cv2.subtract(gpB[i-1],GE)\n",
    "    lpB.append(L)\n",
    "\n",
    "#4 Now add left and right halves of images in each level\n",
    "#numpy.hstack(tup)\n",
    "#Take a sequence of arrays and stack them horizontally\n",
    "#to make a single array.\n",
    "#将两个图像的矩阵的左半部分和右半部分拼接到一起  \n",
    "LS = []\n",
    "for la,lb in zip(lpA,lpB):\n",
    "    rows,cols,dpt = la.shape\n",
    "    #苹果的左半部分和橘子的右半部分\n",
    "    ls = np.hstack((la[:,0:cols/2], lb[:,cols/2:]))\n",
    "    #苹果的右半部分和橘子的左半部分\n",
    "    #ls = np.hstack((la[:,cols/2:], lb[:,0:cols/2])) \n",
    "    #橘子的左半部分和苹果的右半部分\n",
    "    #ls =np.hstack((lb[:,0:cols/2],la[:,cols/2:]))\n",
    "    \n",
    "    #输入数组维度必须完全匹配，所以原来的输入图片尺寸要一样  \n",
    "    LS.append(ls)\n",
    "\n",
    "#5  now reconstruct\n",
    "'''\n",
    "ls_ = LS[0]\n",
    "for i in xrange(1,6):\n",
    "    ls_ = cv2.pyrUp(ls_)\n",
    "    ls_ = cv2.add(ls_, LS[i])\n",
    "'''    \n",
    "ls_ = LS[0]\n",
    "for i in xrange(1,6):\n",
    "    size = (LS[i].shape[1], LS[i].shape[0])\n",
    "    ls_ = cv2.pyrUp(ls_, dstsize = size)\n",
    "    ls_ = cv2.add(ls_, LS[i])    \n",
    "    \n",
    "# image with direct connecting each half\n",
    "real = np.hstack((A[:,:cols/2],B[:,cols/2:]))\n",
    "\n",
    "\n",
    "b,g,r = cv2.split(ls_)\n",
    "ls_1 = cv2.merge([r,g,b])\n",
    "\n",
    "b,g,r = cv2.split(real)\n",
    "real_1 = cv2.merge([r,g,b])\n",
    "\n",
    "cv2.imwrite('image/Pyramid_blending2_rgb.jpg',ls_1)\n",
    "cv2.imwrite('image/Direct_blending_rgb.jpg',real_1)\n",
    "\n",
    "cv2.imwrite('image/Pyramid_blending2_bgr.jpg',ls_)\n",
    "cv2.imwrite('image/Direct_blending_bgr.jpg',real)\n",
    "\n",
    "plt.imshow(G)\n",
    "plt.show()\n",
    "\n",
    "plt.subplot(221),plt.imshow(A),plt.title('Apple')\n",
    "plt.xticks([]), plt.yticks([])\n",
    "\n",
    "plt.subplot(222),plt.imshow(B),plt.title('Orange')\n",
    "plt.xticks([]), plt.yticks([])\n",
    "\n",
    "plt.subplot(223),plt.imshow(ls_),plt.title('Pyramid_blending2.jpg')\n",
    "plt.xticks([]), plt.yticks([])\n",
    "\n",
    "plt.subplot(224),plt.imshow(real),plt.title('Direct_blending.jpg')\n",
    "plt.xticks([]), plt.yticks([])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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